Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a strong bias towards Windows and PowerShell environments. Most examples, screenshots, and REST API payloads focus on PowerShell runbooks and the Az PowerShell module. Windows/PowerShell-specific tooling and patterns (such as PowerShell Gallery, .zip modules, and Get-Module cmdlet) are described in detail, while Linux/Python equivalents are only briefly mentioned or omitted. There is minimal guidance for Python or Linux-based automation, and Linux-specific package management is only referenced in passing.
Recommendations
  • Provide parallel, detailed examples for Python runbooks, including REST API payloads and portal workflows.
  • Include Linux-specific instructions and screenshots, such as uploading .whl files, using pip, or viewing installed Python packages.
  • Mention and demonstrate the use of Azure CLI and Python modules with the same depth as PowerShell/Az modules.
  • Reorder sections or examples to present PowerShell and Python/Linux options equally, rather than PowerShell/Windows first.
  • Clarify when instructions or features are specific to Windows/PowerShell versus cross-platform or Linux/Python.
  • Add troubleshooting and best practices sections for Python/Linux automation scenarios.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Biased Biased
2025-08-05 00:00 #71 completed Biased Biased
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Biased Biased
2025-08-02 00:00 #68 cancelled Biased Biased
2025-08-01 00:00 #67 completed Biased Biased
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets